{
  "agent": "react",
  "episodes_per_task": 1,
  "seed": 0,
  "model_override": "openai/gpt-5-mini",
  "base_url_override": null,
  "difficulty": null,
  "overall": {
    "success_rate": 0.0,
    "mean_reward": 0.04,
    "mean_steps": 4.4,
    "invalid_action_rate": 0.15151515151515152,
    "evidence_coverage": 0.8111111111111111,
    "wrong_remediation_rate": 0.0,
    "premature_resolution_rate": 0.0
  },
  "by_task": {
    "cache_crash": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 5,
      "invalid_action_rate": 0.2,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "web_worker_crash": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 6,
      "invalid_action_rate": 0.3333333333333333,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "database_disk_full": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 3,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "cache_memory_pressure": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 3,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "db_pool_exhaustion": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 4,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "cache_latency_degradation": {
      "success_rate": 0.0,
      "mean_reward": 0.25,
      "mean_steps": 8,
      "invalid_action_rate": 0.375,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "db_slow_queries_missing_index": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 4,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "web_worker_saturation": {
      "success_rate": 0.0,
      "mean_reward": 0.35,
      "mean_steps": 8,
      "invalid_action_rate": 0.25,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "cache_eviction_storm": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 1,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 0.3333333333333333,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "db_query_timeout_low": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 3,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "web_timeout_misconfig": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 3,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 0.5,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "misleading_web_500_db_rootcause": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 4,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 1.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "web_cache_host_misconfig": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 1,
      "invalid_action_rate": 0.0,
      "evidence_coverage": 0.0,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "cascading_db_latency": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 6,
      "invalid_action_rate": 0.16666666666666666,
      "evidence_coverage": 0.6666666666666666,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    },
    "cache_disabled_config_regression": {
      "success_rate": 0.0,
      "mean_reward": 0.0,
      "mean_steps": 7,
      "invalid_action_rate": 0.14285714285714285,
      "evidence_coverage": 0.6666666666666666,
      "wrong_remediation_rate": 0.0,
      "premature_resolution_rate": 0.0
    }
  },
  "records": [
    {
      "task_id": "cache_crash",
      "metrics": {
        "total_steps": 5,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 3,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "check_status(cache)",
          "reward": 0.06666666666666667,
          "summary": "cache status is crashed."
        },
        {
          "step": 3,
          "action": "inspect_logs(cache)",
          "reward": 0.06666666666666668,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 4,
          "action": "Thought: Check the cache configuration (memory limits, restart policy, OOM settings) to confirm if it was",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        },
        {
          "step": 5,
          "action": "inspect_config(cache)",
          "reward": 0.0,
          "summary": "Inspected config for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "web_worker_crash",
      "metrics": {
        "total_steps": 6,
        "invalid_actions": 2,
        "repeated_actions": 0,
        "evidence_actions": 3,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(web_server)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 2,
          "action": "inspect_metrics(web_server)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 3,
          "action": "Thought: Check the web_server status to see running worker count",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 4,
          "action": "check_status(web_server)",
          "reward": 0.0666666666666667,
          "summary": "web_server status is degraded."
        },
        {
          "step": 5,
          "action": "Thought: Inspect the web_server configuration (worker count, memory/oom settings, recent config changes) to find a misconfiguration causing seg",
          "reward": -0.05000000000000002,
          "summary": "Invalid action."
        },
        {
          "step": 6,
          "action": "inspect_config(web_server)",
          "reward": 0.0,
          "summary": "Inspected config for web_server."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "database_disk_full",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.1,
          "summary": "Inspected logs for database."
        },
        {
          "step": 3,
          "action": "inspect_config(database)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cache_memory_pressure",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.1,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "inspect_config(cache)",
          "reward": 0.1,
          "summary": "Inspected config for cache."
        },
        {
          "step": 3,
          "action": "inspect_logs(cache)",
          "reward": 0.0,
          "summary": "Inspected logs for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "db_pool_exhaustion",
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(web_server)",
          "reward": 0.1,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 2,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 3,
          "action": "inspect_config(database, max_connections)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 4,
          "action": "inspect_config(database)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cache_latency_degradation",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 3,
        "repeated_actions": 1,
        "evidence_actions": 2,
        "remediation_actions": 1,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.25
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.1,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "Thought: Low hit rate suggests",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 3,
          "action": "inspect_logs(cache)",
          "reward": 0.0,
          "summary": "Inspected logs for cache."
        },
        {
          "step": 4,
          "action": "Thought: Logs show rapid expirations in the products namespace\u2014check cache configuration (TTL/ev",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 5,
          "action": "inspect_config(cache)",
          "reward": 0.1,
          "summary": "Inspected config for cache."
        },
        {
          "step": 6,
          "action": "update_config(cache, TTL_SECONDS, 300)",
          "reward": 0.24999999999999997,
          "summary": "Updated cache config TTL_SECONDS."
        },
        {
          "step": 7,
          "action": "inspect_metrics(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 8,
          "action": "Thought: Metrics unchanged",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        }
      ]
    },
    {
      "task_id": "db_slow_queries_missing_index",
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(database)",
          "reward": 0.1,
          "summary": "Inspected logs for database."
        },
        {
          "step": 2,
          "action": "inspect_config(database, indexes)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 3,
          "action": "inspect_config(database, schema)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 4,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "web_worker_saturation",
      "metrics": {
        "total_steps": 8,
        "invalid_actions": 2,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 1,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.35
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(web_server)",
          "reward": 0.1,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 2,
          "action": "inspect_logs(web_server)",
          "reward": 0.0,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 3,
          "action": "inspect_config(web_server, max_workers)",
          "reward": 0.1,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 4,
          "action": "Thought: With max_workers unset, check the web_server runtime status to see current worker count, process usage, and if autoscaling or runtime override is",
          "reward": -0.04999999999999999,
          "summary": "Invalid action."
        },
        {
          "step": 5,
          "action": "check_status(web_server)",
          "reward": 0.0,
          "summary": "web_server status is healthy."
        },
        {
          "step": 6,
          "action": "inspect_config(web_server)",
          "reward": 0.0,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 7,
          "action": "Thought: Increase web server concurrency to relieve queueing\u2014bump MAX_WORKERS from",
          "reward": -0.05000000000000002,
          "summary": "Invalid action."
        },
        {
          "step": 8,
          "action": "update_config(web_server, MAX_WORKERS, 64)",
          "reward": 0.24999999999999997,
          "summary": "Updated web_server config MAX_WORKERS."
        }
      ]
    },
    {
      "task_id": "cache_eviction_storm",
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.3333333333333333,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "db_query_timeout_low",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.0,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.1,
          "summary": "Inspected logs for database."
        },
        {
          "step": 3,
          "action": "inspect_config(database)",
          "reward": 0.1,
          "summary": "Inspected config for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "web_timeout_misconfig",
      "metrics": {
        "total_steps": 3,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 1,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.5,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(web_server)",
          "reward": 0.0,
          "summary": "Inspected metrics for web_server."
        },
        {
          "step": 2,
          "action": "inspect_logs(web_server)",
          "reward": 0.1,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 3,
          "action": "inspect_metrics(database)",
          "reward": 0.0,
          "summary": "Inspected metrics for database."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "misleading_web_500_db_rootcause",
      "metrics": {
        "total_steps": 4,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 1.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_logs(web_server)",
          "reward": 0.1,
          "summary": "Inspected logs for web_server."
        },
        {
          "step": 2,
          "action": "inspect_metrics(database)",
          "reward": 0.1,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 3,
          "action": "inspect_config(database)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 4,
          "action": "inspect_config(web_server)",
          "reward": 0.0,
          "summary": "Inspected config for web_server."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "web_cache_host_misconfig",
      "metrics": {
        "total_steps": 1,
        "invalid_actions": 0,
        "repeated_actions": 0,
        "evidence_actions": 0,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.0,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(web_server)",
          "reward": 0.0,
          "summary": "Inspected metrics for web_server."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cascading_db_latency",
      "metrics": {
        "total_steps": 6,
        "invalid_actions": 1,
        "repeated_actions": 0,
        "evidence_actions": 2,
        "remediation_actions": 0,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.6666666666666666,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(database)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for database."
        },
        {
          "step": 2,
          "action": "inspect_logs(database)",
          "reward": 0.06666666666666667,
          "summary": "Inspected logs for database."
        },
        {
          "step": 3,
          "action": "inspect_config(database, replica_enabled)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 4,
          "action": "inspect_config(database)",
          "reward": 0.0,
          "summary": "Inspected config for database."
        },
        {
          "step": 5,
          "action": "Thought: Check cache metrics for high miss/eviction rates driving",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 6,
          "action": "inspect_metrics(cache)",
          "reward": 0.0,
          "summary": "Inspected metrics for cache."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    },
    {
      "task_id": "cache_disabled_config_regression",
      "metrics": {
        "total_steps": 7,
        "invalid_actions": 1,
        "repeated_actions": 1,
        "evidence_actions": 2,
        "remediation_actions": 1,
        "wrong_remediations": 0,
        "premature_resolutions": 0,
        "success": false,
        "final_reward": 0.0
      },
      "evidence_coverage": 0.6666666666666666,
      "trajectory": [
        {
          "step": 1,
          "action": "inspect_metrics(cache)",
          "reward": 0.06666666666666667,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 2,
          "action": "inspect_config(web_server)",
          "reward": 0.06666666666666667,
          "summary": "Inspected config for web_server."
        },
        {
          "step": 3,
          "action": "check_status(cache)",
          "reward": 0.0,
          "summary": "cache status is healthy."
        },
        {
          "step": 4,
          "action": "Thought: Cache is healthy and web USE_CACHE is false after the rollout \u2014 enable caching in the web config to restore hit rate.  \nAction: update_config(web_server, \"USE_CACHE\", true",
          "reward": -0.05,
          "summary": "Invalid action."
        },
        {
          "step": 5,
          "action": "update_config(web_server, USE_CACHE, True)",
          "reward": 0.25,
          "summary": "Updated web_server config USE_CACHE."
        },
        {
          "step": 6,
          "action": "inspect_metrics(cache)",
          "reward": -0.04999999999999999,
          "summary": "Inspected metrics for cache."
        },
        {
          "step": 7,
          "action": "inspect_logs(web_server)",
          "reward": 0.0,
          "summary": "Inspected logs for web_server."
        }
      ],
      "agent_error": "RuntimeError: Unexpected message content type: NoneType"
    }
  ],
  "baseline": "react",
  "model": "openai/gpt-5-mini",
  "run_kind": "llm",
  "command_hint": "python eval/run_eval.py --agent react --model openai/gpt-5-mini --episodes 1 --output react_openai_gpt-5-mini_episodes1.json"
}